{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load Necessary Libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Basic Graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = [0,1,2,3,4]\n",
    "y = [0,2,4,6,8]\n",
    "\n",
    "# Resize your Graph (dpi specifies pixels per inch. When saving probably should use 300 if possible)\n",
    "plt.figure(figsize=(8,5), dpi=100)\n",
    "\n",
    "# Line 1\n",
    "\n",
    "# Keyword Argument Notation\n",
    "#plt.plot(x,y, label='2x', color='red', linewidth=2, marker='.', linestyle='--', markersize=10, markeredgecolor='blue')\n",
    "\n",
    "# Shorthand notation\n",
    "# fmt = '[color][marker][line]'\n",
    "plt.plot(x,y, 'b^--', label='2x')\n",
    "\n",
    "## Line 2\n",
    "\n",
    "# select interval we want to plot points at\n",
    "x2 = np.arange(0,4.5,0.5)\n",
    "\n",
    "# Plot part of the graph as line\n",
    "plt.plot(x2[:6], x2[:6]**2, 'r', label='X^2')\n",
    "\n",
    "# Plot remainder of graph as a dot\n",
    "plt.plot(x2[5:], x2[5:]**2, 'r--')\n",
    "\n",
    "# Add a title (specify font parameters with fontdict)\n",
    "plt.title('Our First Graph!', fontdict={'fontname': 'Comic Sans MS', 'fontsize': 20})\n",
    "\n",
    "# X and Y labels\n",
    "plt.xlabel('X Axis')\n",
    "plt.ylabel('Y Axis')\n",
    "\n",
    "# X, Y axis Tickmarks (scale of your graph)\n",
    "plt.xticks([0,1,2,3,4,])\n",
    "#plt.yticks([0,2,4,6,8,10])\n",
    "\n",
    "# Add a legend\n",
    "plt.legend()\n",
    "\n",
    "# Save figure (dpi 300 is good when saving so graph has high resolution)\n",
    "plt.savefig('mygraph.png', dpi=300)\n",
    "\n",
    "# Show plot\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Bar Chart"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 500x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "labels = ['A', 'B', 'C']\n",
    "values = [1,4,2]\n",
    "\n",
    "plt.figure(figsize=(5,3), dpi=100)\n",
    "\n",
    "bars = plt.bar(labels, values)\n",
    "\n",
    "patterns = ['/', 'O', '*']\n",
    "for bar in bars:\n",
    "    bar.set_hatch(patterns.pop(0))\n",
    "\n",
    "plt.savefig('barchart.png', dpi=300)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Real World Examples\n",
    "Download data from my Github (gas_prices.csv & fifa_data.csv)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Line Graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gas = pd.read_csv('gas_prices.csv')\n",
    "\n",
    "plt.figure(figsize=(8,5))\n",
    "\n",
    "plt.title('Gas Prices over Time (in USD)', fontdict={'fontweight':'bold', 'fontsize': 18})\n",
    "\n",
    "plt.plot(gas.Year, gas.USA, 'b.-', label='United States')\n",
    "plt.plot(gas.Year, gas.Canada, 'r.-')\n",
    "plt.plot(gas.Year, gas['South Korea'], 'g.-')\n",
    "plt.plot(gas.Year, gas.Australia, 'y.-')\n",
    "\n",
    "# Another Way to plot many values!\n",
    "# countries_to_look_at = ['Australia', 'USA', 'Canada', 'South Korea']\n",
    "# for country in gas:\n",
    "#     if country in countries_to_look_at:\n",
    "#         plt.plot(gas.Year, gas[country], marker='.')\n",
    "\n",
    "plt.xticks(gas.Year[::3].tolist()+[2011])\n",
    "\n",
    "plt.xlabel('Year')\n",
    "plt.ylabel('US Dollars')\n",
    "\n",
    "plt.legend()\n",
    "\n",
    "plt.savefig('Gas_price_figure.png', dpi=300)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load Fifa Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>ID</th>\n",
       "      <th>Name</th>\n",
       "      <th>Age</th>\n",
       "      <th>Photo</th>\n",
       "      <th>Nationality</th>\n",
       "      <th>Flag</th>\n",
       "      <th>Overall</th>\n",
       "      <th>Potential</th>\n",
       "      <th>Club</th>\n",
       "      <th>...</th>\n",
       "      <th>Composure</th>\n",
       "      <th>Marking</th>\n",
       "      <th>StandingTackle</th>\n",
       "      <th>SlidingTackle</th>\n",
       "      <th>GKDiving</th>\n",
       "      <th>GKHandling</th>\n",
       "      <th>GKKicking</th>\n",
       "      <th>GKPositioning</th>\n",
       "      <th>GKReflexes</th>\n",
       "      <th>Release Clause</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>158023</td>\n",
       "      <td>L. Messi</td>\n",
       "      <td>31</td>\n",
       "      <td>https://cdn.sofifa.org/players/4/19/158023.png</td>\n",
       "      <td>Argentina</td>\n",
       "      <td>https://cdn.sofifa.org/flags/52.png</td>\n",
       "      <td>94</td>\n",
       "      <td>94</td>\n",
       "      <td>FC Barcelona</td>\n",
       "      <td>...</td>\n",
       "      <td>96.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>€226.5M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>20801</td>\n",
       "      <td>Cristiano Ronaldo</td>\n",
       "      <td>33</td>\n",
       "      <td>https://cdn.sofifa.org/players/4/19/20801.png</td>\n",
       "      <td>Portugal</td>\n",
       "      <td>https://cdn.sofifa.org/flags/38.png</td>\n",
       "      <td>94</td>\n",
       "      <td>94</td>\n",
       "      <td>Juventus</td>\n",
       "      <td>...</td>\n",
       "      <td>95.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>€127.1M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>190871</td>\n",
       "      <td>Neymar Jr</td>\n",
       "      <td>26</td>\n",
       "      <td>https://cdn.sofifa.org/players/4/19/190871.png</td>\n",
       "      <td>Brazil</td>\n",
       "      <td>https://cdn.sofifa.org/flags/54.png</td>\n",
       "      <td>92</td>\n",
       "      <td>93</td>\n",
       "      <td>Paris Saint-Germain</td>\n",
       "      <td>...</td>\n",
       "      <td>94.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>€228.1M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>193080</td>\n",
       "      <td>De Gea</td>\n",
       "      <td>27</td>\n",
       "      <td>https://cdn.sofifa.org/players/4/19/193080.png</td>\n",
       "      <td>Spain</td>\n",
       "      <td>https://cdn.sofifa.org/flags/45.png</td>\n",
       "      <td>91</td>\n",
       "      <td>93</td>\n",
       "      <td>Manchester United</td>\n",
       "      <td>...</td>\n",
       "      <td>68.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>€138.6M</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>192985</td>\n",
       "      <td>K. De Bruyne</td>\n",
       "      <td>27</td>\n",
       "      <td>https://cdn.sofifa.org/players/4/19/192985.png</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>https://cdn.sofifa.org/flags/7.png</td>\n",
       "      <td>91</td>\n",
       "      <td>92</td>\n",
       "      <td>Manchester City</td>\n",
       "      <td>...</td>\n",
       "      <td>88.0</td>\n",
       "      <td>68.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>€196.4M</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 89 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0      ID               Name  Age  \\\n",
       "0           0  158023           L. Messi   31   \n",
       "1           1   20801  Cristiano Ronaldo   33   \n",
       "2           2  190871          Neymar Jr   26   \n",
       "3           3  193080             De Gea   27   \n",
       "4           4  192985       K. De Bruyne   27   \n",
       "\n",
       "                                            Photo Nationality  \\\n",
       "0  https://cdn.sofifa.org/players/4/19/158023.png   Argentina   \n",
       "1   https://cdn.sofifa.org/players/4/19/20801.png    Portugal   \n",
       "2  https://cdn.sofifa.org/players/4/19/190871.png      Brazil   \n",
       "3  https://cdn.sofifa.org/players/4/19/193080.png       Spain   \n",
       "4  https://cdn.sofifa.org/players/4/19/192985.png     Belgium   \n",
       "\n",
       "                                  Flag  Overall  Potential  \\\n",
       "0  https://cdn.sofifa.org/flags/52.png       94         94   \n",
       "1  https://cdn.sofifa.org/flags/38.png       94         94   \n",
       "2  https://cdn.sofifa.org/flags/54.png       92         93   \n",
       "3  https://cdn.sofifa.org/flags/45.png       91         93   \n",
       "4   https://cdn.sofifa.org/flags/7.png       91         92   \n",
       "\n",
       "                  Club      ...       Composure Marking StandingTackle  \\\n",
       "0         FC Barcelona      ...            96.0    33.0           28.0   \n",
       "1             Juventus      ...            95.0    28.0           31.0   \n",
       "2  Paris Saint-Germain      ...            94.0    27.0           24.0   \n",
       "3    Manchester United      ...            68.0    15.0           21.0   \n",
       "4      Manchester City      ...            88.0    68.0           58.0   \n",
       "\n",
       "   SlidingTackle GKDiving  GKHandling  GKKicking  GKPositioning GKReflexes  \\\n",
       "0           26.0      6.0        11.0       15.0           14.0        8.0   \n",
       "1           23.0      7.0        11.0       15.0           14.0       11.0   \n",
       "2           33.0      9.0         9.0       15.0           15.0       11.0   \n",
       "3           13.0     90.0        85.0       87.0           88.0       94.0   \n",
       "4           51.0     15.0        13.0        5.0           10.0       13.0   \n",
       "\n",
       "  Release Clause  \n",
       "0        €226.5M  \n",
       "1        €127.1M  \n",
       "2        €228.1M  \n",
       "3        €138.6M  \n",
       "4        €196.4M  \n",
       "\n",
       "[5 rows x 89 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fifa = pd.read_csv('fifa_data.csv')\n",
    "\n",
    "fifa.head(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Histogram"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bins = [40,50,60,70,80,90,100]\n",
    "\n",
    "plt.figure(figsize=(8,5))\n",
    "\n",
    "plt.hist(fifa.Overall, bins=bins, color='#abcdef')\n",
    "\n",
    "plt.xticks(bins)\n",
    "\n",
    "plt.ylabel('Number of Players')\n",
    "plt.xlabel('Skill Level')\n",
    "plt.title('Distribution of Player Skills in FIFA 2018')\n",
    "\n",
    "plt.savefig('histogram.png', dpi=300)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Pie Chart"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAocAAAGsCAYAAACvlw2KAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzs3Xd4VGX+NvD7TJ9k0nsv9N5BikpRirH9AGUVC2J5VdRV1rLqil0XFl1XURALiMLaVllWBVwULKtSlB5aEpIQkpDeJtPnef/AjIYEkkkyOVPuz3VxhZw5c+abyWRy56mSEEKAiIiIiAiAQu4CiIiIiMh7MBwSERERkQvDIRERERG5MBwSERERkQvDIRERERG5MBwSERERkQvDIRERERG5MBwSERERkQvDIRERERG5MBwS/Wr16tWQJKnVf/fff7/HHnfdunV46aWX2n3+xIkTm9Wm1+sxZMgQvPTSS3A6nV1e3yuvvIKePXtCo9FAkiTU1NR0+WP4o/z8fGRlZSEyMhKSJOHee+8967np6elnfe01NDQA+O31uWvXLtf9nnjiibPeb9myZS0ep6yszPV93L17d7u/ljfffLPZtVUqFZKTk3HzzTejuLjYdd6WLVsgSRK+//77dl+biLyPSu4CiLzNqlWr0Ldv32bHEhMTPfZ469atw4EDB84ZHs6UmZmJtWvXAjj9C3/FihW47777UFJSgsWLF3dZbXv27ME999yDW265BTfeeCNUKhVCQkK67Pr+7L777sP27dvx9ttvIz4+HgkJCec8f/z48Vi6dGmL40FBQW0+1qZNmxAWFtbsWEZGRovz3nnnHdhsNgDA22+/jVdeeaXNa//emjVr0KtXL5hMJmzbtg1//etf8c0332D//v3Q6/VuXYuIvBfDIdEZBg4ciJEjR8pdxjnp9Xqcd955rs9nzJiBvn37YtmyZXjmmWegVqtbvV9jY2O7wkaTgwcPAgBuvfVWjB49unNFd7AGX3XgwAGMHj0aV155ZbvODw8Pb/Y9dceIESMQHR3d5nlvv/02EhISkJCQgLVr12Lp0qXQarXtfpxBgwZh6NChAIBJkybBZrPh+eefx4YNGzBnzpwO1d6drFYrFAoFVCr+6iM6F3YrE7nJbDbj4YcfRkZGBjQaDZKSkrBgwYIW3a1OpxNLlixB3759odVqERsbixtuuAFFRUWucyZOnIjPP/8cBQUFzbrt3KVWqzFixAg0NjaivLzcde2BAwfi22+/xbhx4xAUFIT58+e77vPBBx9g7NixCA4OhsFgwLRp05p1NU6cOBHXXXcdAGDMmDGQJAnz5s1z3b5lyxZMmTIFoaGhCAoKwvjx4/HVV181q6up2/OXX37B7NmzERERgR49erhu37VrFy6//HJERkZCp9Nh2LBh+PDDD5tdo6k7devWrbjjjjsQHR2NqKgozJw5s1mXZpN169Zh7NixMBgMMBgMGDp0KN56661m57Sn9rMpLCzEddddh9jYWGi1WvTr1w8vvPCCq0t/27ZtkCQJOTk52Lhxo+t7mp+f367re8r//vc/HD58GDfccANuueUWVFdX49NPP+3UNZvCbEFBwVnP2bFjB+bMmYP09HTo9Xqkp6dj7ty5KCwsdJ2Tm5sLpVKJv/3tby3u//XXX0OSpGa1HjlyBH/4wx9c34P+/ftj+fLlze7X1MW9bt063HfffUhMTIROp0N+fj6MRiMWLlyIjIwM6HQ6REZGYtSoUS1ee0SBiuGQ6AwOhwN2u73ZvyZCCFx55ZVYunQprr/+enz++edYuHAh3nnnHUyePBkWi8V17h133IGHHnoIF198MTZs2ICnn34amzZtwrhx41BRUQEAeO211zB+/HjEx8fjxx9/dP3riNzcXKhUKkRERLiOlZSU4LrrrsO1116LL774AnfeeScA4LnnnsM111yD/v3748MPP8S7776L+vp6nH/++cjOznbV9pe//AXA6a72H3/8EY899hgA4L333sPUqVMRGhqKd955Bx9++CEiIyMxbdq0VkPWzJkz0bNnT3z00UdYsWIFAGDr1q0YP348ampqsGLFCvz73//G0KFDMWfOHKxevbrFNW655Rao1WqsW7cOS5YswbZt21zhtcmiRYswd+5cJCYmYvXq1fj0009x4403Ngsv7tb+e+Xl5Rg3bhy+/PJLPP3009iwYQMuuugi3H///bjrrrsAAMOHD8ePP/6I+Ph4jB8/3vU9batbWQjR4nXX3jGkZ75mHQ5Hi3OaAvL8+fNx7bXXQq/XtwjN7srJyQEAxMTEnPWc48ePo1+/fnjppZewefNmLF68GIWFhRg9ejSqq6sBAD169EBWVhaWL1/e4mtetmwZUlJScPnllwP4rUX28OHDePHFF/HZZ59h2rRpuOuuu/Dss8+2ePwHH3wQxcXFWLlyJTZs2ICoqCj88Y9/xMqVK3Hvvfdi8+bNePfddzFr1ixUVlZ26vkg8huCiIQQQqxatUoAaPWfzWYTQgixadMmAUAsWbKk2X0/+OADAUCsXLlSCCHEoUOHBABx5513Njtv+/btAoB45JFHXMeysrJEWlpau+u88MILxYABA4TNZhM2m00UFxeLP//5zwKAuOqqq5qdB0B89dVXze5fWFgoVCqVuPvuu5sdr6+vF/Hx8eLqq69u8Zzs3LnTdcxoNIrIyEhx2WWXNbu/w+EQQ4YMEaNHj3Yde/zxxwUAsWjRohZfR9++fcWwYcNcz22TSy+9VCQkJAiHw9GshjOfyyVLlggAoqSkRAghRF5enlAqlWLu3Llnfe7cqb01Tc/z9u3bmx2/4447hCRJ4siRI65jaWlpIisr65zX+/25rb3uHn30Udc5rX0vmp7fM/8lJSU1u359fb0IDg4WEyZMcB2bO3eukCRJ5Ofnt1nfG2+8IQCIXbt2CZvNJurq6sSGDRtEVFSUCA0NFWVlZUIIIf773/8KAOK7774767VsNpuor68Xer1evPrqq67jTff9z3/+4zpWWFgolEqlePbZZ13HpkyZIlJTU0VdXV2z695+++1Cr9eLmpqaZtebPHlyixr69u0rZs+e3ebXTRSo2HJIdIY1a9Zg586dzf41jVH6+uuvAaBZ9yoAXHXVVQgODna1PG3durXV80aPHo1+/fq1uwvzbA4ePAi1Wg21Wo3ExES88MILmDt3Lt54441m50VERGDy5MnNjm3evBl2ux033HBDs9YmnU6HCy+8ENu2bTvnY//www+oqqrCjTfe2KKVa/r06di5cyeMRmOz+8yaNavZ5zk5OTh8+DDmzp0LAM2uc8kll6CkpARHjhxpdp+mlqMmgwcPBvBbl+Z///tfOBwOLFiwoEtr/72vv/4a/fv3bzH+ct68eRBCuF4fHTFhwoQWr7umlt62bNmypdn9vvjii2a3v//++zAajc2GFcyfPx9CCKxatardNY4cORJqtRqhoaG4/PLLkZSUhE2bNp2z5bC+vh4PPPAAevToAZVKBbVajZCQEJhMJhw6dMh13kUXXYQBAwbg1VdfdR1bvnw5VCoVbr31VgCA0WjEtm3bMGvWLOj1+havG5PJhB07djR7/DNfe8Dpn8PPPvsMjzzyCL755huYTKZ2PwdEgYCjconO0K9fv7NOSKmsrIRKpWrxy1CSJMTHx7u6pZo+ttaVmJiYeM4xWu3Ro0cPvP/++5AkCTqdDhkZGa1O8mjt8U+dOgUAGDVqVKvXVijO/Tdj0/1nz5591nOqqqoQHBx81jqarnH//fefdZmgpq73JlFRUc0+b5pI0fSLvWmsZXJycpfW/nuVlZVIT09vcbxpNntnuiXDwsI6PBFqyJAh55yQ8tZbb0Gv12Pq1KmusbHDhg1DSkoKVq1ahUWLFrX5fQeAtWvXonfv3lCpVIiPj0d8fHyb95kzZw6+/fZbLFq0CCNGjEBoaCgkScK0adNahLJ77rkHt99+O3JycpCSkoI333wTV199tevnraKiAg6HA3//+9/x97//vdXHO/N109rPwKuvvorU1FR8+OGHeP7556HT6TB9+nQsXbq02ZhYokDFcEjkhqioKNjtdpSXlzcLiEIIlJaWugJXU5ApKSlpEVaKi4vbNbP0XHQ6XbuCRGuTW5oe++OPP0ZaWprbj910/1deeeWss2vj4uLOWUfTNR5++GHMnDmz1Wv06dPHrbqavh9FRUVISUlp9ZyO1P57UVFRKCkpaXG8aWJMZ7+vnpCdnY2ffvoJwNmD85YtWzB16tQ2r9W/f3/XbOX2qKysxMaNG/HMM8/gwQcfdB03mUyu8Ya/d9111+Hhhx/Ga6+9hqFDh6K8vLxZS3BkZCQUCgVuuukm3H777a0+ZmZmZrPPW/sZMBgMePrpp/H000+jtLQUGzduxEMPPYQrrrgCBw4caPfXR+SvGA6J3DBlyhQsWbIE7733Hu677z7X8X/9618wGo2YMmUKALi6ct97771mLXQ7d+7EoUOH8Oijj7qOabXabu3WmjZtGlQqFXJzc1vtcmvL+PHjER4ejuzsbNckDHf16dMHvXr1wt69e/Hcc8916Bpnmjp1KpRKJZYvX46xY8e2ek5na58yZQqef/55/PLLLxg+fLjr+Jo1ayBJEiZNmtTh+j2ladLJ22+/3WLtQ6PRiCuuuAJvv/12u8Khu5paI89cLmflypUQQrQ4PygoCLfccgtWrlyJ9PR0jBw5EmPGjHHdHhISggsuuAC7d+/GkCFDzrpkkzvi4+Nx00034ZdffsGyZctgsVjcWt6HyB8xHBK54eKLL8a0adPw0EMPoa6uDuPHj8e+ffvw+OOPY9iwYbj++usBnA4/t912G1555RUoFArMmDED+fn5eOyxx5CSktIsWA4aNAiffPIJli9fjhEjRkChUHh0ncX09HQ89dRTePTRR5GXl4fp06cjIiICp06dwo4dOxAcHIwnn3zyrPc3GAx45ZVXcOONN6KqqgqzZ89GbGwsysvLsXfvXpSXl7dYVqQ1r7/+OmbMmIFp06Zh3rx5SEpKQlVVFQ4dOoRffvkFH330kdtf1yOPPIKnn34aJpMJ11xzDcLCwpCdnY2Kigo8+eSTna79vvvuw5o1a5CVlYWnnnoKaWlp+Pzzz/Haa6/hjjvuQO/evd2q2dNsNhveffddDBo0CDfddFOr52RlZWH9+vWoqqpCZGRklz5+REQExo0bh8WLFyMyMhKpqanYunUrVq9ejdDQ0Fbvs2DBArzwwgvYs2dPq7PWX375ZZx//vm44IILcPvttyM9PR11dXU4duwYPv/883aN5x05ciSuvPJKDBo0CBERETh48CDWrl2LCy64gMGQCOBsZaImrc0GbY3JZBIPPfSQSEtLE2q1WiQkJIg77rhDVFdXNzvP4XCIxYsXi969ewu1Wi2io6PFddddJ06cONHsvKqqKjF79mwRHh4uJEkSbf1YNs1Wbktb561fv15MmjRJhIaGCq1WK9LS0sTs2bPFli1bXOec6zn55ptvRFZWloiMjBRqtVokJSWJrKws8dFHH7nOaZpNW15e3moNe/fuFVdffbWIjY0VarVaxMfHi8mTJ4sVK1a0WcPWrVsFALF169Zmx9esWSNGjRoldDqdMBgMYtiwYWLVqlVu1342BQUF4tprrxVRUVFCrVaLPn36iL/97W+u2dVN3J2t3Na555qtfLbn9+OPPxYAxLJly8563c8++0wAEP/4xz/Oek7TbOXdu3efs8bWZisXFhaKmTNnioiICBESEiJmzJghsrOzRVJSkrj55ptbvc6ECRNEdHS0MJlMrd6em5sr5s2bJ5KSkoRarRYxMTFi/Pjx4vnnn29Ry6efftri/g888IAYMWKEiIiIEDqdTmRmZoqFCxeKysrKc359RIFCEqKVtn0iIiIZlJaWIj09HQsXLuyyIQdE5B52KxMRkeyKioqQm5uLxYsXQ6VS4Z577pG7JKKAxXUOiYhIditWrMCkSZNw9OhR/POf/2zXMjlE5BnsViYiIiIiF7YcEhEREZELwyERERERuTAcEhEREZELwyERERERuTAcEhEREZELwyERERERuTAcEhEREZELwyERERERuTAcEhEREZELwyERERERuTAcEhEREZELwyERERERuTAcEhEREZELwyERERERuTAcEhEREZELwyERERERuTAcEhEREZELwyERERERuTAcEhEREZELwyERERERuTAcEhEREZELwyERERERuTAcEhEREZELwyERERERuTAcEhEREZELwyERERERuTAcEhEREZELwyERERERuTAcEhEREZELwyERERERuTAcEhEREZELwyERERERuTAcEhEREZELwyERERERuTAcEhEREZELwyERERERuTAcEhEREZELwyERERERuTAcEhEREZELwyERERERuTAcEhEREZGLSu4CiIjkJoSAUwhIkKBQSHKXQ0QkK4ZDIvJaTqeAzW6H1eaA1WaH1f7rR9uvx+x22O1OOIWA0yngFM5fP/76eWvHXLf9dr8zKRQSFJL060fF6Y/tPSZJUCoVUKuU0KiUUKuVUKtUrv9rVKc/V6uUDKJE5JUkIUTLd0Yioi4mhIDZaofJbIXJYvs17P0u+P0a9lz/t9lhdzjlLttjYqKjUCuFQ6tSQKOSoFVJLf6vdf1fgk6tgJJhkoi6AVsOiahLWKx2GM0WNJqsaLRYYTLbYLJY0fhrGDRZbODfor8RCg1sdsDmcAKW9t1Hp5YQrFEgWKv43UclgrUK6NUSJInhkYg6j+GQiNrFZnegodECo8kCo9mKxl8/Gk0WNJqtft3K5wkWqN2+j9kmYLY5UGl0tLhNkoAgza+hsUWAVECr5vxDImofdisTUTN2uwN1RjNqjSbUNZhRZzShtsEEk8Umd2l+Q5IkSBEZEOi+lj6V4tfw6AqNSgRrFAjRKWDQKtjqSEQuDIdEAcrucPwW/oxm1DWYUGc0o9Fslbs0v2cI0sGoS5K7DBelAgjTKxGuVyI86PTHML2SYxyJAhTDIZGfcziczVoB64xm1DaYGAJlFBURjiopSu4yzkkCEKJTuMJi00eNit3TRP6OYw6J/ExDowWVtQ2oqjWiss6ImnoTJ4J4GUmlBVoOG/QqAkCd2Yk6sxOF+G1IQZBGcrUsRgSpEB6kRJCGgZHIn7DlkMiH2ewOVNUZTwfB2tMfLTa73GVRG8Jjk1Fr18pdRpfRKCWENbUw6pWICFIiRMdxjES+iuGQyEcIIVBnNLuCYGVtA+qMZrnLog7QRmfA6vTv1jaNUkJMiAoxBhViQlQI0yvlLomI2onhkMhL2ewOVNQ0oLK2AZW1RlTXNcJm9/K+SGqTVqOG1ZAqdxndTquSXEExJkSFUB3DIpG3Yjgk8hJCCFTXNaK0sg6nqupQWWvkWEE/FBEWghplrNxlyE6n/i0sxhpUMDAsEnkNhkMiGTWarSitrMWpynqUVdfBamPLoL+LiY5GhTNM7jK8jl59uhs69teu6GAtwyKRXBgOibqR3e5AWXU9TlXWobSqDg2N7dw3jfxGVGwiqux6ucvwekEaCTEG9emwGKLijGiibsRwSORBTV3Fp6rqUFrJrmICgmPS0OjgKmLuMmgVSAxTIylCjcggJWdCE3kQwyFRF7PZHSgur0FxRS3KqthVTL9RKCSIsIzTGyFTh+nVEhLD1UgKVyPGoGJQJOpiDIdEXcBiteFkeQ1OltWgrKoeTv5YUStCgvVo0CbKXYZf0aik0y2K4WrEhaig4JZ/RJ3GcEjUQY1mK06WVaOorAaVtQ3gTxK1JToyApWIlLsMv6VWAvGhp4NifJgaKgZFog5hOCRyg8lsxYlT1ThxqhpVdUa5yyEfExMbhwq7Qe4yAoJSAcSFqJEcoUZCmBpqJYMiUXsxHBK1wWyxoajsdCCsqGmQuxzyYWGxyajzo23zfIVCAmJCVEgOVyMxTA2tmjOfic6F4ZCoFVab/XQgLK1GeU09u4ypS6ij0mEXXL9PThKAKIMSKREapESooVExKBKdieGQ6FdCCJRX1yPvZAVOltfA6eSPBnUdvVYDc3CK3GXQ7yglIDlCjYxoLaINXF6IqAnDIQU8s8WG48UVOF5cCaOJi1KTZ0SGh6JaESN3GXQWoToF0qM0SI/SsDWRAh7DIQUkIQRKK+uQd7ICJRU17DYmj4uJiUGFI1TuMqgNCglIClcjI1qD2BC13OUQyYLhkAJKo9mK4ycrcLy4AiaLTe5yKIBExSWhyqaTuwxyg0GrQEa0BumRGk5ioYDCcEh+z+kUKK6owfGTFSitrJO7HApQQTFpMHHbPJ+kkIDEsKbWRO7IQv6P4ZD8VkOjGXknK5BfUgmL1S53ORTAVEoF7KHpDBV+IFjza2tilAY6tiaSn2I4JL9TVlWHIwWn2EpIXiPUEIR6TYLcZVAXkgAkhKmRGa1BXChbE8m/MBySXxBCoKisBkcKSlFd1yh3OUTNREdFolJEyF0GeUiwVoE+cVqkR2q4tzP5BYZD8mkOhxP5JZU4WnAKDVyGhrxUdGw8Ku3BcpdBHqZXS+gdp0NGtIb7OpNPYzgkn2S12ZFzohw5RWUcT0heLzQmBfUOjdxlUDfRqiT0itWiR4yWezqTT2I4JJ/SaLbiaMEpHC+ugN3hlLsconZRRmXAKTh5IdColRJ6xmjQM1YLLRfWJh/CcEg+obbBhCP5pSg8VQ2+ZMmXBOm1MOmT5S6DZKRUAJnRWvSJ03KGM/kEhkPyauXV9TicX8qZx+SzoiLCUCVFy10GeQGFBGREadA7TodgLUMieS+GQ/JKVbVG7MspQnl1g9ylEHUKt82jM0kSkBqhQd94LUJ0SrnLIWqBf7qQV6k3mvHDvlx8tfMwgyH5BYfEiSjUnBBAQZUVm7Pr8VOeETWNDrlLksXKlSuRkpIChUKBl156Se5y6HfYckhewWyx4WBeMY4XV4CvSPInuug0WJzcNo/OLSFMhf4JOkQE+c5rZd68eaipqcH69evdvm9dXR2io6Px4osvYtasWQgLC8OSJUuwfv167NmzxwPVkjt851VIfslmd+BIQSmOFpbBwdnH5GfUKiWDIbVLSa0dJbUNSItUY2CSHno/n7hSWFgIm82GrKwsJCRw9yBv49+vPvJaTqcTxwpPYeP/DuDQ8VIGQ/JLQXqd3CWQjymosmHzwTocKjHD4fTdbpTa2lrcdtttiI2NRWhoKCZPnoy9e/cCAFavXo1BgwYBADIzMyFJElavXo0nn3wSe/fuhSRJrmMkD/5JS91KCIHC0ioczCuG0WSVuxwij1JrdQD/7iE32Z3AwRIzjldaMChRj5RI3xq3KoRAVlYWIiMj8cUXXyAsLAyvv/46pkyZgqNHj2LOnDlISUnBRRddhB07diAlJQUhISE4cOAANm3ahC1btgAAwsLCZP5KAhfDIXWb0so67M8pQk29Se5SiLqFUGgYDqnDGq0C2/MbkVNuwZBkPSKDfeNX9tatW7F//36UlZVBq9UCAJYuXYr169fj448/xm233YaoqCgAp2fzx8fHAwAMBgNUKpXrc5KPb7zSyKfV1Ddi77EilFXVy10KUbeyCrXcJZAfqDQ68PWRBqRGqjEoUQ+9xrtHhP38889oaGhwBcAmJpMJubm5MlVF7mA4JI+x2R04mFuMnKIyzkCmgCNJgNHBt1jqOoVVNpyssaFPnA594rRQKrxz32an04mEhARs27atxW3h4eHdXxC5je9c5BEnTlVj79ETMFlscpdCJItgvQ5GeOcvb/JdDieQXWLG8QoLBiXpkeqF4xGHDx+O0tJSqFQqpKent/t+Go0GDkdgrvnobRgOqUs1NFqw+0ght7ujgKfV6mCUuwjyWyabwI78RuRXWjE8VQ+DVp6dVmpra1usS9i7d2+MHTsWV155JRYvXow+ffqguLgYX3zxBa688kqMHDmy1Wulp6fj+PHj2LNnD5KTkxESEuIas0jdi+GQuoTT6cTh/FIcyi+F04eXXyDqKgqVBmAjCHlYWb0d/82uR78EHXrHaaGQure1etu2bRg2bFizYzfeeCO++OILPProo5g/fz7Ky8sRHx+PCy64AHFxcWe91qxZs/DJJ59g0qRJqKmpwapVqzBv3jwPfwXUGu6QQp1WWdOAXYcKUGc0y10KkdeIiE1GjZ2tHtR9wvVKDE/1nVnN5L0YDqnD7HYH9ueeRM6JcrlLIfI62uh0WJ3ydPVR4JIA9IjRYGCiHiolx7xSxzAcUoeUVtTi58OFaDRzIWuiM2nVKlhD0uQugwJYkEbCsJQgJIRxOSVyH8MhucVitWPP0RMoLK2SuxQirxUeakCt6uxjq4i6S3qUBkOS9VCzFZHcwIEJ1G5lVXXYfiAfZiuXpyE6F7VGy51RyCvkV1pRVm/DyLQgxIawFZHahy2H1CanU+BgXjEO55fKXQqRT4iKTUCVPUjuMoia6RWrxcBEndcunk3eg+GQzslosmD7geOorOWKbUTtZYhJhdHBVhryPmE6BUZnBCNMz8lSdHYMh3RWRaeqsetQAWx2LtZG1F4KhQQRlnF6/zwiL6SQgEFJOvSM0ULi65RawXBILTgcTuw5egJ5JyvkLoXI54QE69GgTZS7DKI2xYWqMDo9CFqVQu5SyMswHFIztQ0m/LQ/jwtaE3VQdGQ4KhEldxlE7aJXSzgvMxhRXDibfofhkFxyi8qx9+gJOLj9HVGHRcfGodJukLsMonaTJGBwkh69YrmjD53GPxUIVpsduw4V4GRZjdylEPk8OzRyl0DkFiGAvUUmVDTYMTItiGsiElsOA11lbQN+2n+cO50QdRF1VAbsgmO4yDcZtAqMzeRs5kDHcBjACkoqsSu7AE6+BIi6hE6rhiU4Ve4yiDpFKQHDU4OQFsVW8EDFcBigDuYWI/t4idxlEPmViLAQ1Chj5S6DqEv0jtViUJKOy90EII45DDAOpxO7sgu4NzKRB6jU3DaP/MfRMgsaLA6MTg+GiuMQAwoHxgQQi9WOb385xmBI5CEOBbvhyL8U19qx7WgDGq38qyeQMBwGiHqjGV/tPIyKmga5SyHyWxbBLfPI/9SYHPj6cD2qjHa5S6FuwjGHAaCsqh4/7MvlNnhEHqRUKuAITef4LPJbCgkYlRZKugR0AAAgAElEQVSElEi2kPs7hkM/l19cgV2HCsFvM5FnhRqCUK9JkLsMIo8bmKhD33id3GWQB3FCip8SQuBAbjEO55fKXQpRQNBotQD/BqMAcKDYDItdYEiyXu5SyEMYDv2Qw+HEjoP5KCqrlrsUosCh1AIckkUB4liZBTaHwIhUPYdS+CGGQz9jtzvw3Z4cTjwh6mY2cDIKBZb8SiusdoExGUFQKhgQ/QlnK/sRu4PBkEguRgf/1qbAU1xrw/e5RtgcHFPhTxgO/YTd4cB3uxkMieQQpNPAwf2UKUCV19vx7bEGWOxcC9Ff8N3MD9gdDnzPYEgkG52OMzcpsFU3OvDNUQZEf8Fw6OPsDie+352DcgZDItko1Vq5SyCSXZ3ZiW+PNcDKgOjzGA59mN3hxPd7GAyJ5OaQuCgwEQDUmpz49piRAdHHMRz6KIfDif/tyUF5db3cpRAFPJPgZBSiJjUmB77L4SQVX8Zw6IMcv7YYljEYEslOrVLCzJnKRM1UNzrwfU4D7AyIPonh0Mc4HE58v5fBkMhbBOk5GYWoNZVGB77PbYDdyYDoaxgOfYgrGFYxGBJ5C42Gk1GIzqaiwYEf84xwCgZEX8Jw6COEEPjpQB6DIZGXEUqGQ6JzOVVnxy+FJrnLIDcwHPqIvUeLUFxeK3cZRHQGK7fNI2pTfqUV2SVmucugdmI49AE5J8pw7ESZ3GUQ0RkkCWiwK+Uug8gnZJeYkV9pkbsMageGQy9XUlGLPUdPyF0GEbUiSKeF4NsoUbv9XGBCaZ1N7jKoDXxX82I19Y34aX8eOI6XyDtx2zwi9wgAP+UZUdNol7sUOgeGQy9lttjw/Z4c2B1cZZ7IWylUnIxC5C67E/g+1wizjb/fvBXDoRdyOp34YV8uTBY2vRN5Mzu3zSPqELNN4KfjXOLGWzEceqHdR06gstYodxlE1AaTkzujEHVURYMD+4q4xI03Yjj0MrlF5cg7WSF3GUTUBo1aBYuTM5WJOiOn3IrCKqvcZdAZGA69SHl1PXYf4cxkIl/AbfPO7dO3X8Sfr5+M689Pwc0X9cKShXNxMv9Ys3Nef/Ze3HX5MFw7LgHzp/TE4oXX4uTxo+e87vav/4NnFszC/Mk9cNWICBw/sr/FOaUnjmPJn67D/Ck9ccMFqXjxoZtQU3nu5cC+++JD3H7JAMyblIE1Lz3W7Lay4kLc838j0dhQ186vntzxc2EjahodcpdBv8Nw6CXMFht+3J8HwfEXRD5BzW3zzungLz9g2lW34LnVX+Kx1z6Bw2HHMwtmwmz6bchMZr+huPOJZXjp4+34y7J/QQiBpxfMhMNx9qBgNhnRZ8gYzL378bPe/syCmZAkCY+v+Deefmsj7DYr/nrfNXA6W58AUVddieXP/BHX3/s0/rLsX/jms/fx83ebXbe/8fxCzL37cQQZQjv4bNC5OJzAj3lGWO2coOItOGDGS/x8qAAWK6f2E/kKp0ID8HfZWf1l2cfNPr/ziVdxy0W9kHdoD/oPHw8AuHjmPNftsYmpuObOR3H/H85HeXEh4lMyWr3uhVl/AHC6Na81R/ZsR1lJIZas+8YV5u584lXcNCkDB3Z+i8FjJra4z6mT+QgyhGL81JkAgAEjz0fR8SMYcf40fLfxI6jUGoyZfJlbXz+5x2h1Ykd+Iyb0NMhdCoEth17heHEFiiu4NR6RL+G2ee5p6pI1hEa0ervZZMTWDesQm5SGqPikDj+OzWaBJEnNWnbVGi0khQKH9/zU6n0SUnvAajbh+OF9qK+tRm72L0jrOQD1tdX4YMXzuPnBJR2uh9qvtM6O3HLuoOINGA5lZjRZsIfjDIl8ikKS0GBnx0t7CSHwzouPou/Q85Das3+z2zZ/+Caum5CM6yckY88PX+GxVz+FWt3xJYJ6DRoFrS4I7738BCymRphNRrz7j0UQTieqK0pbvY8hNBwLnngNryy6HQ/fMAUXZv0BQ8dNwbsvPYYZc25DWXEBHrj2Aiy8eix+3PLvDtdGbdtXZEK9meMP5cZ3NxkJIbAzu4ALXRP5mCC9FkZIcpfhM95a/AAKjx3E029tbHHbhBlXYfB5k1BdUYoN7y7Di3++Cc+8vQkabccm/IRFRONPi1fjjef/hI3vvw5JocD4abOQ0XcIFIqzzy4fM/lSjJl8qevzg7u+R2FONm5+cAnuvnIE/vjcmwiPisXDN0xB/+HjEBYZ06H66NwcAtiR34hJfQxQSPwZkwvDoYxyTpShvLpe7jKIyE1anQ5cibR93lryIHZ9uxFPvvEFouJadhcHh4QhOCQMCak90GvQKNw0MQM7tn6GCdNnd/gxh4ydjGUbdqOuuhJKlQrBIWG4ZWofxCaltev+NqsFb/z1ftzz9OsoLcqDw2HHgBGnx0kmpvXEsQO7MPKCGR2uj86tutGB7BIzBibq5S4lYLFbWSZ1RjP255yUuwwi6gBum9c2IQTeXPwAtn/9GR5fsQFx7QxmQgjYrF2z7l1oRBSCQ8Kwf8e3qKsqb3eg+/jNv2HYuIuQ2W8InA4nHI7fJgva7TY42dvjcUdKLahs4CRNubDlUAZOp8COg8fhcHLZGiJfZONklDa9+df78f2mj/Hgi+ugCzKguuIUACDIEAqtTo9TRfn44ctPMHjsZISGR6GqvAT/Xv0PaHQ6DJ9wses6f5w5GtfetcjV5VtfW42K0iJUl5cAAIoLTq+dGB4Vi4joOADA1g1rkZTRG6Hh0Ti6fwdWLX0YWdfeiaT0Xm3WfSL3EH748lP87Z/fAgAS03tBISnw1fp3ER4Vi+L8Y+gxYFjXPVHUKoHT3csX9wuBSsnu5e7GcCiDw/klqK5rlLsMIuqgRgfDYVu+/PhtAMATt13a7Pidj7+KSZdfC7VWi0N7fsTn/1yBhroahEfFoN+wcXjm7c3NxvMVFxxrtvj0rm824rUnF7g+f+nhmwEAV932EK7+f38GAJzMP4a1y55CQ201YhNTMXP+n3Dp3DvbrFkIgdefvRfzFj4LnT4YAKDV6bHgiVfx5uIHYLNZcfODSxAVm9jBZ4XcYbQ6cbDEjCHJ7F7ubpLgqsvdqrrOiK92HuFi10Q+SqdRw2JIlbsMooAgAZjSNwThQdyqsjtxzGE3cjic2HEwn8GQyIfpuW0eUbcRAH450cjfm92M4bAbHSk4hTqjWe4yiKgTVGpORiHqTlVGB45Xds0kJWofhsNuYrHacKSg9QVYich3OJUdX6CZiDpm/0kzLDbOEu8uDIfd5GBeCRe7JvIDZicnoxB1N5tDYN9Jk9xlBAyGw25Q32hG3skKucsgok5SKhQw2jkwnkgOBVU2VHDtw27BcNgN9uec5GBaIj8QHKSDxC29iGSzn62H3YLh0MMqaxtwsqxG7jKIqAtotJyMQiSnSqMDJbU2ucvwewyHHrbvGLfII/IbnIxCJLsDJ03sjfMwhkMPOllWg4qaBrnLIKIuYgPDIZHcas1OFFax9dCTGA49RAiB/TlsNSTyJ0Y7dxwl8gbZJWY42XroMQyHHpJ3sgL1jVzwmshf6HUaOPiWSeQVjFYn8sq5MLan8J3OA+wOB7LziuUug4i6kF7HbfOIvMnhU2w99BSGQw84frISZivXYiLyJ0pum0fkVcw2gRMce+gRDIcekFtUJncJRNTFHBInoxB5m6NlHL7lCQyHXexUVR3qGy1yl0FEXYzb5hF5n1qTE6V1bD3sagyHXSz3RLncJRBRF1MpFWh08O2SyBsdPcUGma7Gd7suZDJbUVzB3VCI/E1wkJ7b5hF5qbJ6O2oaHXKX4VcYDrtQ7skKcOIUkf9RazgZhcibHePYwy7FcNhFnE6B4ycr5C6DiDyB2+YRebWiahtsDrbOdBWGwy5ysrwaZisHxRL5Iys4GYXImzkEcKKai2J3FYbDLsKJKET+y+jgtnlE3i6/kuGwqzAcdoG6BhPKaxrkLoOIPCBYr4VT8K2SyNtVGR2oN3NiSlfgO14XyCliqyGRv9Jy2zwin8HWw67BcNhJTqcThaVVcpdBRB6iVHEyCpGvKKyyQnDZkE5jOOyksuoG2OxsxibyV3Zum0fkM0w2gbJ6u9xl+DyGw04qLuei10T+zMRt84h8SnEtVw7pLIbDTmI4JPJfGpUSFqdS7jKIyA2ltWw57CyGw06orjPCZOFfKET+KihIL3cJROQmo9WJWhOHe3UGw2EnFJfXyl0CEXmQSs1t84h8UQm7ljuF4bATSioZDon8GrfNI/JJDIedw3DYQVabHdV1jXKXQUQeZBGcjELki6qMDljsTrnL8FkMhx1UVlUvdwlE5EGSJHHbPCIfJQCcquPElI5iOOygU1V1cpdARB4UrNdCQJK7DCLqoEojw2FHMRx20Cm2HBL5Na2W2+YR+bLKBs5Y7iiGww5oNFthNFnkLoOIPEjBbfOIfFqtyQG7k1vpdQTDYQdwIgqR/7Nx2zwinyYAVBvZetgRDIcdUGc0yV0CEXkYt80j8n0cd9gxDIcdUGc0y10CEXmQVqOC1cm3RyJfx3DYMXz364B6hkMivxak57Z5RP6A3codw3DoJiEE6hoZDon8GbfNI/IPZruAzcFJKe5iOHRTo9kKh4OrrhP5M6eCk1GI/EW9ma2H7mI4dBPHGxL5P4vgzihE/qLBwgYddzEcuonhkMi/KRQSjHaGQyJ/wZZD9zEcuonL2BD5t2C9DpC4bR6Rv2DLofsYDt3ElkMi/6bVcjIKkT9hOHQfw6GbuIwNkX+TVAyHRP6E4dB9DIdusNrssNk5doHIn1nBnVGI/InNIeAUXM7GHQyHbrBzCRsiv9foYDgk8jdWO8OhOxgO3cBwSOTf9FoN7IJvi0T+huHQPXwXdAMXvybyb3q9Tu4SiMgDrNwlxS0Mh26wOzjekMifKbltHpFfYsuhexgO3eBwsuWQyJ85JI43JPJHFjt/f7uD4dANHHNI5N8sguGQyB/Z2K3sFoZDN3DMIZH/UikVMNqVcpdBRB7gZDZ0C8OhG9hySOS/gvQ6SNw2j8gvMRu6h+HQDWw5JPJfGi1nKhP5K66B7R6V3AX4ErYcEvmvisoqAFVyl0FEnhCeCCBB7ip8BlsO3cDZykRERL5HoeCQEXcwHLpBqeDTRURE5GsUHE/sFqYdN2g17IUnIiLyNZxs5h6GQzdo1QyHREREvobdyu5hOHSDhuGQiIjI57Bb2T0Mh25gtzIREZHv4e9v9zAcuoHdykRERL4nWK+VuwSfwnDoBnYrExER+Z4gnUbuEnwKw6EbFAoJahX3XiUiIvIVapWSv7vdxHDoJo5bICIi8h3BbDV0G8OhmzjukIiIyHcE6RkO3cVw6Ca2HBIREfmOIB0no7iL4dBNOo1a7hKIiIiondit7D6GQzeFGfRyl0BERETtxG5l9zEcuonhkIiIyHew5dB9DIduCg8JkrsEIiIiaieOOXQfw6Gb1ColF9MkIiLyAWqVkhNJO4DhsAPYtUxEROT9osMNcpfgkxgOOyCCXctEREReLyaC4bAjGA47ICo8WO4SiIiIqA0x4SFyl+CTGA47ICqMf4kQERF5M5VSgYhQ9vR1BMNhB6hVSoQG6+Qug4iIiM4iKtwASZLkLsMnMRx2EFsPiYiIvFcMJ6N0GMNhB0WFcdwhERGRt4qJ4HjDjmI47KC4qFC5SyAiIqJWKBUSIjnesMMYDjsoSKdBZChbD4mIiLxNVJgBCgUjTkfxmeuE5LhwuUsgIiKiM0RzfcNOYTjshOTYCLlLICIiojNwfcPOYTjshGC9lrulEBEReRGtRsVt8zqJ4bCTkuPYekhEROQtUuMjoVBwfcPOYDjspORYjjskIiLyFukJUXKX4PMYDjvJEKRDmEEvdxlEREQBL8ygRziHe3Uaw2EX4MQUIiIi+bHVsGswHHYBjjskIiKSlyQBqQmRcpfhFxgOu0BosA6hwTq5yyAiIgpY8VFh0GnUcpfhFxgOu0hqPP9aISIikksau5S7DMNhF+mRHAMlt+ohIiLqdmqVEokxYXKX4TeYZrqIRq1CRiL/aiEiIupuKXERbKDpQnwmu1DvtDhIXHeTiIioW6WzcaZLMRx2oWC9Fklc1oaIiKjbhBn0iArjdnldieGwi/VJi5O7BCIiooDRLyNe7hL8DsNhF4sMDUYMN/wmIiLyuJAgLTei8ACGQw/ok86/YoiIiDytT3o8JA7273IMhx4QHxXKRbGJiIg8KEinQVo8J6J4AsOhB0iShN4ce0hEROQxfdLioFCw1dATGA49JC0+Ejott/EhIiLqakE6DTKSouUuw28xHHqIQqFA79RYucsgIiLyO/0zErjotQfxmfWgXimxMOi1cpdBRETkNwxBWi567WEMhx6kUCgwtE+K3GUQERH5jYGZiZyh7GEMhx6WEB2GhGhuBk5ERNRZ4QY9kuO4rqGnMRx2g6G9UzijioiIqJMG90pmq2E3YDjsBoYgLXqncmkbIiKijkpLiERcVKjcZQQEhsNu0i8jHnoubUNEROQ2rVqFIb04hr+7MBx2E5VSiSG9kuUug4iIyOcM7ZMCrUYldxkBg+GwG6XERyImwiB3GURERD4jPioUqfGRcpcRUCQhhJC7iEBS22DCf7dng89691lw3WUoP1XS4vjUy67CLfc85Pr8aPY+/HPVa8g5fABKpQrpPXrjkedehkbb+j7ZDocdH61Zie++3oSaqkpEREZj4tRLMXPuzVD8ujjr9u++xpbPP0HesUOor6vFkuVrkd6zzznr3ffzT3jrlSWoqa7EqPETcft9f4FKfXpIQqOxAQ8vuAGPLXkN0bHxHX1KiIh8glKpwLTz+iOYawZ3K7bRdrMwgx49kmOQc6Jc7lICxvPL1sDpdLg+L8zPxTMPLcDYC6e4jh3N3odnH74b/3fNTZi/4AGoVGoU5B2FJJ29cf3f77+D/372Lyx48Ekkp2Ui72g2Xlv6FIKCDbhk5jUAAIvZhD4DhuC8Cy7C639/ps1anU4nXv7rY7hyzo0YMnIsXnzqIWz54lNMv+JqAMB7b7yMiy+dyWBIRAFhYI9EBkMZMBzKYEBmIorKamC22OQuJSCEhjdfE2v9++8gLjEZ/QePcB17Z/mLmPF/f8CVf5jnOpaQnHrO6x49tB8jx12I4WMmAABi4xPx/dbNyD2a7TrngouzAABlpcXtqrW+tgZ1NdWYevlV0Gi0GDH2AhQVHAcAHD6wB3lHD+GWux9q4ypERL4vIjQIvVK4Da0cOOZQBhq1CqP7p8tdRkCy22z47qsvMGna5a61smqrq3Ds8AGEhUfgL3+cj1uvmorHF96Gwwf2nPNafQcOxYHdO1FcVAAAyM89iiMH9mLY6PEdri80PAIRkdHYt+snWC1mHD6wB2mZPWG32fDmy3/FrX98GAqlssPXJyLyBZIEjOyXxjUNZcKWQ5nERYWiV2osjhWWyV1KQNnxwzYYGxowceplrmOnSk4CAD5a8wauv+2PSO/ZG9/893M89eAdeGHlB2dtQbxizo1oNDbgvvmzoVAo4HQ68Yeb7sSEydM7XJ8kSbjvsb/ineUvYtXyFzBs1HhMmn4F1v9zFQYOGwWNVovH/jgfdXU1mHHFHEy/ck6HH4uIyFv1SYtHeEiQ3GUELIZDGQ3qmYSyqnrUNpjkLiVgbN34bwwdPQ6R0TGuY0I4AQAXZc3EpOmXAwAyevbFgd07sXXzBlx7812tXuuHbV/iu6824p6Hn0FKeg/k5xzB6uUvIiIqBhOnXtrhGvsOHIrnX13j+ry4qADfbvkCS1asxeMLb8UlM6/B0JHj8Kfb5qDf4OFIy+zV4cciIvI2hiAt+mckyF1GQGO3soyUCgXGDMzg1nrdpPxUCfbt3oEpM65odjwiMhoAkJyW0ex4UmoGKspKz3q99954GVfMuRHjJ01DakZPXHBxFrJmXYP176/qspqFEFj592dxw/+7F06nE8dzjuC88y9CWEQk+g8ajux9P3fZYxERyU0hSRgzIANKJeOJnPjsyyzMoMfgnlwcuzts3bwBYeERrgkkTWLiExERFeMaO9ikpKgA0bFn/+vVYja7lqxpolAoIZxdt07R1xv/DUNoGEaOuxBO5+kWTofDDgCwO+yuY0RE/mBonxREhgXLXUbAYzj0Ar1SY5EUEy53GX7N6XRi2+b/4MKLL4VS2Xw0hSRJuPzq67Hx0/fx07dbUHryBN5fvRwnTxRg8u9aGZ964A5sWv+B6/MR552PT9a9jV+2f4+y0mLs+H4rPvvXWowaP9F1TkNdLfJzjqCoIA/A6S7i/JwjqKmqaLPm2uoqfLLuLcxf8AAAwBASiqTUDHz+yToczd6HA7t3ok//wZ15WoiIvEZ6QhR6JMe0fSJ5HMcceolRA9JRsz0bRpNV7lL80v5fdqCirNQ1pvBMWTOvhc1qxTsr/o6G+lqkZfbGY4tfRXzib626p0qKUFdX4/p8/l0P4IPVK/Dmy39FbU01IqOicXHWTMy+7lbXObt+/BavLX3S9flLzz4CAJh9/a24+ob/d86aV722FJfNvg6R0b8t5bDggcfx6pInsPHTD3D5VdejZ9+B7j0RREReKDxEj+F9z718GHUf7pDiRarrjPh61xE4u7BbkoiIyJtp1EpcNLofF7v2IuxW9iIRocEY0ovjD4mIKHCMGZDBYOhlGA69TM+UWKTERbR9IhERkY8bkJmA+OgwucugMzAceqGR/dMQEcrFP4mIyH8lRIehH9cz9EoMh15IpVRiwtCeCNZr5C6FiIioywXrtRg9IJ3b43kphkMvpdOocf6wXtCoOaGciIj8h1KhwLjBmfz95sUYDr1YSJAOE4b2gJI7qBARkZ8Y2T+N+yZ7OYZDLxcVZsCYgZlyl0FERNRpw/qkIDU+Uu4yqA0Mhz4gKTYcw/qkyF0GERFRhw3ITETPlNi2TyTZMRz6iJ4pseiTFid3GURERG7rnRaH/pmcmewrGA59yKCeSWyOJyIin5KRFM0NHnwMw6EPkSQJo/qnIzYyRO5SiIiI2pQSF4ER3DPZ5zAc+hiFQsK4wT0QZtDLXQoREdFZxUeFYvSADK5l6IMYDn2QWqXE+cN6ISRYJ3cpRERELUSHGzBucA8ouBSbT2I49FF6rRqTRvRGOFsQiYjIi0SEBGHC0J5QKhkxfBW/cz5Mq1HjwhG9ERkWLHcpRERECA3W4fxhvaBWKeUuhTqB4dDHadQqXDisF2IiOEmFiIjkY9BrccHwXtBquC2er5OEEELuIqjzHA4nftiXi9LKOrlLISKiABNu0OP84b2g06jlLoW6AMOhH3E6BbYfyENRWY3cpRARUYCIDjdgwtCe7Er2IwyHfkYIgZ3Z+SgoqZK7FCIi8nMJ0WEYOyiTk0/8DMOhHxJCYPeRE8gtKpe7FCIi8lOp8ZEY1T+dy9X4IYZDP7bvWBGOFJySuwwiIvIzvVJiMaR3Mhe49lMMh34uO68YB/NK5C6DiIj8xJDeyeidGid3GeRBDIcBIL+4Ej8fLoDTyW81ERF1jEIhYcyADCTHRchdCnkYw2GAqKo14n/7cmG22OQuhYiIfIxGrcT4IT0RHW6QuxTqBgyHAcRkseGHfbmoqjXKXQoREfmIYL0G5w/thZBgndylUDdhOAwwDqcTvxwuRH5xpdylEBGRl4uNDMF5AzOg5eLWAYXhMEAdKyzD3mMnwO8+ERG1pl9GPAZkJnJGcgBiOAxgZVX1+HF/Lqw2h9ylEBGRl9ColRg9IAMJ0WFyl0IyYTgMcEaTBf/bm4vaBpPcpRARkcwiQoMwdlAmgvVauUshGTEcEuwOB3YezOeezEREASwzKRpD+6RAqeBWeIGO4ZAAnN5y79DxUhzMK5a7FCIi6kZKhQIj+qUiLSFK7lLISzAcUjOlFbXYkZ0Pi9UudylERORhhiAtxg3ugTCDXu5SyIswHFILFqsNO7MLUFJRK3cpRETkIcmx4RjZPx1qlVLuUsjLMBzSWeWcKMPeY0Xcdo+IyI9IkoTBvZK4PzKdFcMhnVNtgwnbDxznbGYiIj8QGqzDqP7piAwLlrsU8mIMh9Qmh9OJ/TkncaywTO5SiIioAyQJ6JMWj/6ZCZyNTG1iOKR2K6+ux87sfBhNVrlLISKidgoz6DGqfxoiQtlaSO3DcEhusdsd2HusCHknK+QuhYiIzkGSJPRLj0e/jHgo2FpIbmA4pA4prazFruwCmCw2uUshIqIzhBv0GDUgHeEhQXKXQj6I4ZA6zGZ3YPeREygoqZS7FCIiAqCQJPTLSEDf9HgoFJLc5ZCPYjuzTCRJwvr169t9/rZt2yBJEmpqvGeLO7VKidED0nHh8N4IDdbJXQ4RUUCLCAnCRWP6oX9mAoMhdQrDoQfMmzcPkiRBkiSoVCqkpqbijjvuQHV1teuckpISzJgxo0sf94knnsDQoUO79JrtERsZgovH9MeQXslQKfmSIiLqTgqFhEE9kzBldF/udEJdQiV3Af5q+vTpWLVqFex2O7KzszF//nzU1NTgn//8JwAgPj5e5gq7lkIhoXdaHFLiI7HvWBEKS6vkLomIyO9FhQVjZP80hAYzFFLXYTOPh2i1WsTHxyM5ORlTp07FnDlz8OWXX7puP7Nb+YcffsDQoUOh0+kwcuRIrF+/HpIkYc+ePc2u+/PPP2PkyJEICgrCuHHjcOTIEQDA6tWr8eSTT2Lv3r2uVsvVq1d3y9f6e3qtGmMGZmDiCHY1ExF5SpBOg/MGZWDyqL4MhtTl2HLYDfLy8rBp0yao1epWb6+vr8dll12GSy65BOvWrUNBQQHuvffeVs999NFH8cILLyAmJga333475s+fj//973+YM2cODhw4gE2bNmHLli0AgLCwMI99TW2JiTjd1ZxTVIaDucWwO5yy1UJE5C9USgX6psejd2oclBzGQx7CcOghn332GQwGAxwOB8xmMwDgxRdfbPXctWvXQpIkvPHGG9DpdOjfvz9OnjyJW2+9tZqgYdsAAAlsSURBVMW5zz77LC688EIAwJ///GdkZWXBbDZDr9fDYDBApVJ5TZe1QiGhd2ocUuMisZddzUREnZKRGIWBPZKg07be0EDUVRgOPWTSpElYvnw5Ghsb8eabb+Lo0aO4++67Wz33yJEjGDx4MHS637phR48e3eq5gwcPdv0/ISEBAFBWVobU1NQurL5r6X7tas5MisbuIye4TzMRkRtiIgwY2juFaxZSt2GbtIcEBwejZ8+eGDx4MF5++WVYLBY8+eSTrZ4rhIAkSS2Oteb3XdNN93E6faPL9nRXcz8M7Z0CtUopdzlERF4tWK/FuMGZmDiiD4MhdSuGw27y+OOPY+nSpSguLm5xW9++fbFv3z5YLBbXsV27drn9GBqNBg6Ho1N1epokSeiVGotLxg9E3/R4Ln1DRHQGtUqJwb2SMH1sfyTFRshdDgUg/mbuJhMnTsSAAQPw3HPPtbjt2muvhdPpxG233YZDhw5h8+bNWLp0KQC0aFE8l/T0dBw/fhx79uxBRUVFs7DpbTRqFQb1TMIl4weid2oslFywlYgCnCQBmUnRmDFuAPqkcT9kkg9fed1o4cKFeOONN3DixIlmx0NDQ/Gf//wHe/bswdChQ/Hoo49i0aJFANBsHGJbZs2ahenTp2PSpEmIiYlxranozbQaNYb0TsGM8YPQIzkGCjfCMBGRv0iIDsPFY/pjRL80aDWccELy4t7KXmrt2rW46aabUFtbC70+cNawajRbkZ1XgvySCvCVSUT+LiE6DAMyExERyjGF5D0YDr3EmjVrkJmZiaSkJOzduxd33XUXJk6ciPfee0/u0mTR0GhBdl4xCrj8DRH5odOhMAERocFyl0LUApey8RKlpaVYtGgRSktLkZCQgKuuugrPPvus3GXJxhCkxeiBGeibEY+DeSUoOlXd9p2IiLwcQyH5ArYckk+oqW/EwdxiFFfUyl0KEZHbkmLD0S89nqGQfALDIfmU6jojjhScQlFZNcckEpFXkyQJafGR6JsejxDuNU8+hOGQfFKj2YqcE2XIO1kBm92713YkosCiVEjISIpGn7R4BOk0cpdD5DaGQ/JpdocTBSWVOFZ46v+3d2e9bVxnAIY/DjdxkUiJUiQnsou6Qf//72kQJHZj2VpM0qS4L9ML0cdqEzR16pgS9Tw3MzQk4LswiBeaOefEcPxw93UEdl+lXIqX3x3H3198YzsaHjVxyE7I8zzevR/EP15fxlV3uO1xgCfk6KARfzs/iednh1G0cTU7QByycz7cTuKH15fx6l031mv/vYEvr5gV4vnZUXx/fmKRCTtHHLKzZvNF/PjLTfz4y1VM58ttjwPsgGatGi/PT+Kv33aiUrYbHLtJHLLz1ut1vH7Xix/+eRn94WTb4wCP0LPjVnx/fhKnnYPPOvMeHiNxyJPS/TCKny5u4vW7bixX622PAzxgHxeYvPzuOBq16rbHga9GHPIkrVbr+OWqFz9d3MR173bb4wAPyFGrEd+fn8T5qQUmPE3ikCfvdjyLn9/exM8X72MyW2x7HGAL6nuVeH56GH951olWs7btcWCrxCFs5HkeV91hvHrXjTdXPY+dYcdVyqV4fnoYL86OotNqeJcQNsQh/Iblah0X1/149fZ9XHYHjuqDHVEqZvHtSTtenB3F6dFBZJkghP8kDuF3TGeLeH3ZjVdvu9Efjrc9DvCZskIhzjoH8eLsKJ6dtKNU9B4h/DfiED7D7XgWF9f9eHPdj5u+hSzwkJ0cNuPF2VGcf3NoT0L4DOIQ/qDZfBEX1x/izXU/LrsDp7HAA3B4UI/np0fx4vQwanuVbY8Dj5I4hC9guVrF5ftBvLnux9ubDzFfrLY9EjwJpWIWp0cH8ey4FWfHrahVy9seCR49cQhf2Hqdx03/Nt5c9+Piuh/j6XzbI8FOadar8ey4Fc+OW3HSbkZmL0L4osQh/Ml6g3F6T/HDreP74HNlWSFO2vspCJt1p5XAn0kcwlc0msziqjuMq94wrrrDmM5tug2/pVYt3z0q7rTitLMfpWJx2yPBkyEOYYuGo2kKxeveMGaL5bZHgq3ICoU4ajXirHP3/mB7v77tkeDJEofwQOR5HoPRNP1l8bo3jMXSwhZ2U5YVotNqxEl7P04O96PTakTR/oPwIIhDeKDyPI/+cBLXvU+x6Eg/HqtiMbsXg804ajWiaCEJPEjiEB6JPM+jNxjHVW8Y7/u30R2OYzrzziIPU61ajuN2MzqtZhy3G9Fq1h1VB4+EOIRHbDJbRG8wit5gHL3hOLqDUczm3lvk6yoUCtFu1qLTbsZxqxGddjPqNqCGR0scwo4ZT+ebWNxE42BsoQtfTKVcjHazHu39WrQ214PGnr0GYYeIQ3gCxtN5dD/+hXEwit5w7BQXftd+vRqt/Xq0m7Vob66OpIPdJw7hiRpNZvHhdhLD0TQGo2kMx3dXK6SfnlIxi9a9AGzt16PVrEXJ6mF4ksQh8G+ms0UMRtMYjCYxHE9jOJ7F7Xga4+k8fFs8XsUsi0atEo1aNZq16t21Xo39+l40apUoFCwWAe6IQ+B/sl7nMZrM4nZyF4vD8af78XQRvkq2r1opfQq/ewHYqFWjVi1vezzgkRCHwP8tz/OYLZYxnS1iMlvEZDaPyWzxq89WUv9xxWIWe5VSVMvlqFZKUd+r/CoAPQYGvgRxCHw163Ue0/liE47zTTh++jydL2OxXMViuYrlarXTj7ELhYhquRTVyl3s7VXKm8+b+3vXaqUs/ICvRhwCD9ZytYrFch3LTTAuVqvN/ToF5MeYvPu8Tvfr9TryiE1g5pHnkR5953lEHnnE5vrxWzDP88g3P3D/d7NCIbIsi2KWRbH48b4QxSyLbHMtZlmUSlmUisUoFe9d7/1buVS8i71yOSrlovf8gAdJHAIAkHhOAQBAIg4BAEjEIQAAiTgEACARhwAAJOIQAIBEHAIAkIhDAAAScQgAQCIOAQBIxCEAAIk4BAAgEYcAACTiEACARBwCAJCIQwAAEnEIAEAiDgEASMQhAACJOAQAIBGHAAAk4hAAgEQcAgCQiEMAABJxCABAIg4BAEjEIQAAiTgEACARhwAAJOIQAIBEHAIAkIhDAAAScQgAQCIOAQBIxCEAAIk4BAAgEYcAACTiEACARBwCAJCIQwAAEnEIAEAiDgEASMQhAACJOAQAIBGHAAAk4hAAgEQcAgCQiEMAABJxCABAIg4BAEjEIQAAyb8A70od6csPpD4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "left = fifa.loc[fifa['Preferred Foot'] == 'Left'].count()[0]\n",
    "right = fifa.loc[fifa['Preferred Foot'] == 'Right'].count()[0]\n",
    "\n",
    "plt.figure(figsize=(8,5))\n",
    "\n",
    "labels = ['Left', 'Right']\n",
    "colors = ['#abcdef', '#aabbcc']\n",
    "\n",
    "plt.pie([left, right], labels = labels, colors=colors, autopct='%.2f %%')\n",
    "\n",
    "plt.title('Foot Preference of FIFA Players')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Pie Chart #2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,5), dpi=100)\n",
    "\n",
    "plt.style.use('ggplot')\n",
    "\n",
    "fifa.Weight = [int(x.strip('lbs')) if type(x)==str else x for x in fifa.Weight]\n",
    "\n",
    "light = fifa.loc[fifa.Weight < 125].count()[0]\n",
    "light_medium = fifa[(fifa.Weight >= 125) & (fifa.Weight < 150)].count()[0]\n",
    "medium = fifa[(fifa.Weight >= 150) & (fifa.Weight < 175)].count()[0]\n",
    "medium_heavy = fifa[(fifa.Weight >= 175) & (fifa.Weight < 200)].count()[0]\n",
    "heavy = fifa[fifa.Weight >= 200].count()[0]\n",
    "\n",
    "weights = [light,light_medium, medium, medium_heavy, heavy]\n",
    "label = ['under 125', '125-150', '150-175', '175-200', 'over 200']\n",
    "explode = (.4,.2,0,0,.4)\n",
    "\n",
    "plt.title('Weight of Professional Soccer Players (lbs)')\n",
    "\n",
    "plt.pie(weights, labels=label, explode=explode, pctdistance=0.8,autopct='%.2f %%')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Box and Whiskers Chart"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 500x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(5,8), dpi=100)\n",
    "\n",
    "plt.style.use('default')\n",
    "\n",
    "barcelona = fifa.loc[fifa.Club == \"FC Barcelona\"]['Overall']\n",
    "madrid = fifa.loc[fifa.Club == \"Real Madrid\"]['Overall']\n",
    "revs = fifa.loc[fifa.Club == \"New England Revolution\"]['Overall']\n",
    "\n",
    "#bp = plt.boxplot([barcelona, madrid, revs], labels=['a','b','c'], boxprops=dict(facecolor='red'))\n",
    "bp = plt.boxplot([barcelona, madrid, revs], labels=['FC Barcelona','Real Madrid','NE Revolution'], patch_artist=True, medianprops={'linewidth': 2})\n",
    "\n",
    "plt.title('Professional Soccer Team Comparison')\n",
    "plt.ylabel('FIFA Overall Rating')\n",
    "\n",
    "for box in bp['boxes']:\n",
    "    # change outline color\n",
    "    box.set(color='#4286f4', linewidth=2)\n",
    "    # change fill color\n",
    "    box.set(facecolor = '#e0e0e0' )\n",
    "    # change hatch\n",
    "    #box.set(hatch = '/')\n",
    "    \n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
